Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "94"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 94 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 61 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 59 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 94, Node N10:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459876 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.259983 -1.782589 0.667255 1.853809 2.960954 9.410174 3.751185 4.563963 0.6963 0.6810 0.3972 nan nan
2459875 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.458192 -1.120453 0.719843 1.025789 -0.395233 3.996446 1.829327 1.370017 0.7071 0.7065 0.4010 nan nan
2459874 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.056577 -1.800289 -0.369933 -0.165573 1.475451 4.768184 1.771313 3.876833 0.6924 0.6737 0.3888 nan nan
2459873 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.994072 -1.716742 -0.688784 -0.782212 0.903129 2.596027 3.178339 1.920008 0.6940 0.6737 0.3927 nan nan
2459872 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.137115 -1.554145 -0.822828 -0.938121 0.284669 5.391474 2.650985 1.994656 0.6991 0.6791 0.3933 nan nan
2459871 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.613590 -1.579602 -0.580059 -0.600113 1.278848 4.991780 2.600777 0.954545 0.7045 0.6768 0.3925 nan nan
2459870 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.163862 -1.754723 -0.420806 -0.414732 1.390892 2.881186 4.934060 6.066087 0.7040 0.6846 0.3985 nan nan
2459869 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.209173 -2.037541 0.067895 -0.491656 -0.112103 2.610187 1.060201 0.237317 0.7180 0.7105 0.3845 nan nan
2459868 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.148650 -1.504798 -0.895117 -1.342711 0.809609 4.662832 5.426549 7.801611 0.6892 0.6784 0.4087 nan nan
2459867 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.698902 -1.077320 -1.131716 -0.722965 0.952098 1.639389 2.735952 3.184768 0.6982 0.6791 0.4111 nan nan
2459866 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.636775 -1.362867 -0.925788 -1.000826 1.473605 2.222056 1.783555 2.905074 0.7023 0.6831 0.4007 nan nan
2459865 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.116162 -0.555316 8.958335 8.523613 0.452393 2.501455 3.148919 2.329760 0.7242 0.7018 0.3598 nan nan
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.701365 -0.395601 0.305761 0.293232 0.371555 1.473589 5.958297 10.158974 0.6925 0.6670 0.4201 nan nan
2459863 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.155032 -1.207891 0.229977 0.515564 1.611184 2.171198 4.696492 5.690686 0.6905 0.6608 0.4072 nan nan
2459862 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.902390 -0.519929 -0.659013 0.089548 -0.370107 3.500066 0.955508 2.218616 0.6773 0.6921 0.4194 nan nan
2459861 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.812291 -0.451699 0.205225 0.611222 0.436863 1.504717 1.810107 5.457173 0.7051 0.6729 0.4187 nan nan
2459860 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.643186 -1.301658 -0.384446 0.021836 0.092172 2.495788 2.780238 2.797174 0.7099 0.6741 0.4178 nan nan
2459859 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.932500 -1.005784 0.354822 0.696462 1.323805 1.489988 2.982073 1.857738 0.7160 0.6782 0.4130 nan nan
2459858 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.812607 -1.348273 0.085758 0.614650 1.363026 1.857272 4.691926 5.651535 0.7280 0.6841 0.4245 3.168297 2.562517
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.008865 -0.512795 0.451975 -0.043500 0.669376 10.306886 2.624802 6.691515 0.0246 0.0247 0.0004 nan nan
2459856 digital_ok 0.00% 0.00% 0.00% 0.00% 3.43% 0.57% -1.147957 -1.028670 -0.313479 0.122431 0.191958 1.292467 1.737927 2.315492 0.7190 0.6998 0.4072 1.602470 1.399195
2459855 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 75.333640 75.362434 inf inf 4363.440967 4363.275470 4164.583632 4163.430438 0.0101 0.0089 0.0015 0.000000 0.000000
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.193211 -0.977563 -0.646744 -0.484966 1.442229 1.610791 2.422423 6.533055 0.7226 0.7398 0.4397 3.031626 2.486903
2459853 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.296624 -1.729511 -0.467066 -0.576897 0.368822 1.823597 2.542937 6.273088 0.7419 0.6873 0.4314 3.439177 2.919377
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 0.00% -0.680963 -1.208406 0.473251 -0.951121 1.116798 1.432498 -0.001208 -0.440267 0.8317 0.8380 0.2444 2.690442 2.510824
2459851 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.299052 -0.799333 0.255967 0.660195 0.810642 4.883736 2.692665 5.568707 0.7616 0.7400 0.3462 4.136749 3.050132
2459850 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.487723 -1.234243 -0.286644 0.761658 0.712114 2.763637 2.899059 6.527852 0.7462 0.7531 0.3589 3.521399 2.953408
2459849 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.380960 0.630859 0.226418 2.317872 0.728519 1.600933 5.109285 5.667750 0.7404 0.7402 0.3598 4.128892 3.207339
2459848 digital_ok 0.00% 0.00% 0.00% 0.00% 30.15% 0.00% -1.516718 -0.424208 -0.633843 0.105210 -0.123642 3.088966 2.304237 0.746073 0.7213 0.7460 0.3813 1.380106 1.308336
2459847 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.997426 -1.553724 -0.827547 -0.133346 0.236094 2.740126 4.809473 4.692335 0.7266 0.6817 0.4369 3.623646 2.917579
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.079024 -1.201600 0.477540 0.244585 0.670400 3.086600 6.269844 3.547003 0.7530 0.7509 0.3655 0.000000 0.000000
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.993116 -0.300735 0.677697 -0.683030 11.840318 13.007496 8.795177 6.399509 0.0244 0.0242 0.0005 nan nan
2459843 digital_ok 100.00% 0.66% 0.66% 0.00% 100.00% 0.00% -1.211817 -1.978948 -0.251460 -1.111313 0.100692 1.046387 7.245663 2.041501 0.7508 0.7491 0.3911 5.733802 5.227246
2459842 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.218594 -0.954424 0.521978 0.715350 -0.193695 0.750584 2.019539 0.111372 0.7617 0.6754 0.2674 1.707312 1.600332
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - 1.844937 0.288589 0.840234 -0.864946 23.838755 8.944076 5.546136 2.492797 0.0244 0.0242 0.0005 nan nan
2459840 digital_ok 100.00% 100.00% 100.00% 0.00% - - 2.929791 0.126945 0.704404 -0.782771 5.112549 0.001445 2.384589 0.739032 0.0229 0.0229 0.0005 nan nan
2459839 digital_ok 0.00% - - - - - 0.186532 -0.901992 1.845432 -1.341459 0.083477 -0.784096 2.739029 -0.463581 nan nan nan nan nan
2459838 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 194.552087 195.864048 inf inf 12151.467839 12103.343041 8206.817675 8160.083377 nan nan nan 0.000000 0.000000
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0365 0.0484 0.0027 nan nan
2459835 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - -1.034425 -1.079333 1.016286 -0.216529 0.458243 31.707681 2.491097 10.604562 0.0282 0.0312 0.0016 nan nan
2459832 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.858645 -2.482219 -1.112090 -0.579565 0.975822 2.711670 1.641482 8.940240 0.7433 0.4340 0.5731 3.453655 2.903284
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.027675 -0.949881 1.443644 -1.138712 2.306900 0.513733 3.478663 -0.081432 0.0294 0.0327 0.0019 nan nan
2459830 digital_ok 100.00% 0.00% 16.13% 0.00% 100.00% 0.00% -1.440522 -1.525487 -0.869157 -1.138520 -0.591093 6.976892 3.870383 10.286625 0.7360 0.4231 0.5580 4.379318 3.846687
2459829 digital_ok 100.00% 0.00% 1.61% 0.00% 100.00% 0.00% -2.043486 -1.021965 0.060251 -0.396546 0.012244 1.808906 5.855955 13.544735 0.6607 0.5570 0.4187 12.210351 8.188964
2459828 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.486147 -1.414414 0.030110 0.095460 -0.717554 3.153513 3.772003 1.383776 0.7293 0.4334 0.5365 1.983420 1.653411
2459827 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.185920 -1.835654 -0.457376 -0.462858 -0.093478 1.377368 5.398538 3.911519 0.6740 0.5712 0.4218 6.974581 5.184767
2459826 digital_ok 100.00% 16.13% 16.13% 0.00% 100.00% 0.00% -1.014022 -1.297624 -0.727914 -0.945261 -0.660514 3.629647 3.400309 10.484137 0.6569 0.4107 0.4625 8.806617 9.109334
2459825 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.735770 -1.421956 -0.682362 -0.666619 0.464054 3.059760 2.228934 2.411647 0.0772 0.1025 0.0175 0.000000 0.000000
2459824 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.245006 -1.463384 -0.720938 -0.957327 2.041318 3.593913 5.105871 5.165810 0.0705 0.0888 0.0079 0.000000 0.000000
2459823 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.967149 -1.697189 -0.696849 -1.002644 -0.765968 6.328372 7.235540 13.993654 0.0745 0.0896 0.0132 0.000000 0.000000
2459822 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.947257 -1.554103 -0.290975 0.106237 -0.137241 1.557493 4.916300 2.098078 0.0801 0.0955 0.0162 0.000000 0.000000
2459821 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.901646 -2.077737 -0.063161 -0.331214 0.219371 2.303752 2.202750 3.636340 0.0761 0.0824 0.0138 1.243352 1.226651
2459820 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.353949 -1.659899 0.019094 -0.771066 1.053488 2.979745 5.655166 7.871715 0.0692 0.0921 0.0096 0.000000 0.000000
2459817 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.064489 -0.373467 -0.078779 -0.703689 -0.762008 1.172883 1.209582 4.368111 0.0878 0.0914 0.0138 15.035802 14.940087
2459816 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.440170 -0.739282 -0.621665 -1.204784 -0.407642 3.449304 6.009291 8.233591 0.0729 0.0886 0.0209 23.977953 20.318179
2459815 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.236784 -0.206881 -0.647617 -1.052641 -0.517516 2.021268 4.128146 8.468923 0.0876 0.0946 0.0137 0.000000 0.000000
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.187967 -2.629263 -0.303594 -0.710578 2.079480 3.891385 2.975274 7.443236 0.0904 0.1297 0.0219 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 94: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Variability 9.410174 -0.259983 -1.782589 0.667255 1.853809 2.960954 9.410174 3.751185 4.563963

Antenna 94: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Variability 3.996446 -1.458192 -1.120453 0.719843 1.025789 -0.395233 3.996446 1.829327 1.370017

Antenna 94: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Variability 4.768184 -1.056577 -1.800289 -0.369933 -0.165573 1.475451 4.768184 1.771313 3.876833

Antenna 94: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok ee Temporal Discontinuties 3.178339 -0.994072 -1.716742 -0.688784 -0.782212 0.903129 2.596027 3.178339 1.920008

Antenna 94: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Variability 5.391474 -1.554145 -1.137115 -0.938121 -0.822828 5.391474 0.284669 1.994656 2.650985

Antenna 94: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Variability 4.991780 -1.579602 -0.613590 -0.600113 -0.580059 4.991780 1.278848 0.954545 2.600777

Antenna 94: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 6.066087 -1.163862 -1.754723 -0.420806 -0.414732 1.390892 2.881186 4.934060 6.066087

Antenna 94: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Variability 2.610187 -1.209173 -2.037541 0.067895 -0.491656 -0.112103 2.610187 1.060201 0.237317

Antenna 94: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 7.801611 -1.148650 -1.504798 -0.895117 -1.342711 0.809609 4.662832 5.426549 7.801611

Antenna 94: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 3.184768 -0.698902 -1.077320 -1.131716 -0.722965 0.952098 1.639389 2.735952 3.184768

Antenna 94: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 2.905074 -1.362867 -0.636775 -1.000826 -0.925788 2.222056 1.473605 2.905074 1.783555

Antenna 94: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok ee Power 8.958335 -0.116162 -0.555316 8.958335 8.523613 0.452393 2.501455 3.148919 2.329760

Antenna 94: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 10.158974 -0.395601 -0.701365 0.293232 0.305761 1.473589 0.371555 10.158974 5.958297

Antenna 94: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 5.690686 -1.155032 -1.207891 0.229977 0.515564 1.611184 2.171198 4.696492 5.690686

Antenna 94: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Variability 3.500066 -0.902390 -0.519929 -0.659013 0.089548 -0.370107 3.500066 0.955508 2.218616

Antenna 94: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 5.457173 -0.451699 -0.812291 0.611222 0.205225 1.504717 0.436863 5.457173 1.810107

Antenna 94: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 2.797174 -0.643186 -1.301658 -0.384446 0.021836 0.092172 2.495788 2.780238 2.797174

Antenna 94: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok ee Temporal Discontinuties 2.982073 -0.932500 -1.005784 0.354822 0.696462 1.323805 1.489988 2.982073 1.857738

Antenna 94: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 5.651535 -1.348273 -0.812607 0.614650 0.085758 1.857272 1.363026 5.651535 4.691926

Antenna 94: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Variability 10.306886 -0.512795 0.008865 -0.043500 0.451975 10.306886 0.669376 6.691515 2.624802

Antenna 94: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 2.315492 -1.147957 -1.028670 -0.313479 0.122431 0.191958 1.292467 1.737927 2.315492

Antenna 94: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Power inf 75.362434 75.333640 inf inf 4363.275470 4363.440967 4163.430438 4164.583632

Antenna 94: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 6.533055 -0.977563 -1.193211 -0.484966 -0.646744 1.610791 1.442229 6.533055 2.422423

Antenna 94: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 6.273088 -1.729511 -0.296624 -0.576897 -0.467066 1.823597 0.368822 6.273088 2.542937

Antenna 94: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Variability 1.432498 -0.680963 -1.208406 0.473251 -0.951121 1.116798 1.432498 -0.001208 -0.440267

Antenna 94: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 5.568707 -0.299052 -0.799333 0.255967 0.660195 0.810642 4.883736 2.692665 5.568707

Antenna 94: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 6.527852 -0.487723 -1.234243 -0.286644 0.761658 0.712114 2.763637 2.899059 6.527852

Antenna 94: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 5.667750 -0.380960 0.630859 0.226418 2.317872 0.728519 1.600933 5.109285 5.667750

Antenna 94: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Variability 3.088966 -0.424208 -1.516718 0.105210 -0.633843 3.088966 -0.123642 0.746073 2.304237

Antenna 94: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok ee Temporal Discontinuties 4.809473 -1.553724 -0.997426 -0.133346 -0.827547 2.740126 0.236094 4.692335 4.809473

Antenna 94: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok ee Temporal Discontinuties 6.269844 -1.201600 -1.079024 0.244585 0.477540 3.086600 0.670400 3.547003 6.269844

Antenna 94: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Variability 13.007496 0.993116 -0.300735 0.677697 -0.683030 11.840318 13.007496 8.795177 6.399509

Antenna 94: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok ee Temporal Discontinuties 7.245663 -1.978948 -1.211817 -1.111313 -0.251460 1.046387 0.100692 2.041501 7.245663

Antenna 94: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok ee Temporal Discontinuties 2.019539 0.218594 -0.954424 0.521978 0.715350 -0.193695 0.750584 2.019539 0.111372

Antenna 94: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok ee Temporal Variability 23.838755 1.844937 0.288589 0.840234 -0.864946 23.838755 8.944076 5.546136 2.492797

Antenna 94: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok ee Temporal Variability 5.112549 2.929791 0.126945 0.704404 -0.782771 5.112549 0.001445 2.384589 0.739032

Antenna 94: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok ee Temporal Discontinuties 2.739029 -0.901992 0.186532 -1.341459 1.845432 -0.784096 0.083477 -0.463581 2.739029

Antenna 94: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Power inf 195.864048 194.552087 inf inf 12103.343041 12151.467839 8160.083377 8206.817675

Antenna 94: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 94: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Variability 31.707681 -1.079333 -1.034425 -0.216529 1.016286 31.707681 0.458243 10.604562 2.491097

Antenna 94: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 8.940240 -0.858645 -2.482219 -1.112090 -0.579565 0.975822 2.711670 1.641482 8.940240

Antenna 94: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok ee Temporal Discontinuties 3.478663 0.027675 -0.949881 1.443644 -1.138712 2.306900 0.513733 3.478663 -0.081432

Antenna 94: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 10.286625 -1.440522 -1.525487 -0.869157 -1.138520 -0.591093 6.976892 3.870383 10.286625

Antenna 94: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 13.544735 -1.021965 -2.043486 -0.396546 0.060251 1.808906 0.012244 13.544735 5.855955

Antenna 94: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok ee Temporal Discontinuties 3.772003 -1.414414 -0.486147 0.095460 0.030110 3.153513 -0.717554 1.383776 3.772003

Antenna 94: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok ee Temporal Discontinuties 5.398538 -1.185920 -1.835654 -0.457376 -0.462858 -0.093478 1.377368 5.398538 3.911519

Antenna 94: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 10.484137 -1.297624 -1.014022 -0.945261 -0.727914 3.629647 -0.660514 10.484137 3.400309

Antenna 94: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Variability 3.059760 -1.421956 -0.735770 -0.666619 -0.682362 3.059760 0.464054 2.411647 2.228934

Antenna 94: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 5.165810 -0.245006 -1.463384 -0.720938 -0.957327 2.041318 3.593913 5.105871 5.165810

Antenna 94: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 13.993654 -1.697189 -0.967149 -1.002644 -0.696849 6.328372 -0.765968 13.993654 7.235540

Antenna 94: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok ee Temporal Discontinuties 4.916300 -0.947257 -1.554103 -0.290975 0.106237 -0.137241 1.557493 4.916300 2.098078

Antenna 94: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 3.636340 -2.077737 -0.901646 -0.331214 -0.063161 2.303752 0.219371 3.636340 2.202750

Antenna 94: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 7.871715 -1.353949 -1.659899 0.019094 -0.771066 1.053488 2.979745 5.655166 7.871715

Antenna 94: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 4.368111 0.064489 -0.373467 -0.078779 -0.703689 -0.762008 1.172883 1.209582 4.368111

Antenna 94: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 8.233591 -0.739282 -0.440170 -1.204784 -0.621665 3.449304 -0.407642 8.233591 6.009291

Antenna 94: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 8.468923 -0.206881 -0.236784 -1.052641 -0.647617 2.021268 -0.517516 8.468923 4.128146

Antenna 94: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 94: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Discontinuties 7.443236 -2.629263 -1.187967 -0.710578 -0.303594 3.891385 2.079480 7.443236 2.975274
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